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AI-ready questions test whether you can reason about LLMs and AI systems as engineering material — limits, costs, evaluation, failure modes — not just hype.

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AI-ready · Tool Usage

A client wants topline results within 48 hours of survey close, and your AI tool can auto-generate a full analysis write-up from the raw dataset. Where do you use it, and where do you slow down and do the analysis by hand?

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With a 48-hour topline deadline, I let the tool handle the mechanical layer — running the crosstabs, generating charts, and producing a first-pass draft narrative I can react to rather than write from scratch.…

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